methodology, as of September 5, 2026This is an automated keyword scan of each guide’s published text, not a verified per-company loop structure. A company is counted as offering a round type if that round type’s keyword (coding, system design, behavioral, take-home, ML/research) appears one or more times anywhere in its guide — a single mention counts the same as a guide that describes that round in detail, and a guide that offers a round but never names it in text won’t be counted at all. Segment tags (Fintech, AI Labs, Hardware, Big Tech) come from a separate classification pass that has not reached most of the corpus: 235 of 375 guides (62.7%) are Unclassified, the largest single row in this grid, not a rounding error. Treat every percentage here as directional, and check the linked guide before drawing a conclusion about a specific company’s actual loop.